{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ExternalSource operator\n",
    "\n",
    "In this example, we will see how to use `ExternalSource` operator which allows us to\n",
    "use an external data source as an input to the Pipeline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import types\n",
    "import collections\n",
    "import numpy as np\n",
    "from random import shuffle\n",
    "from nvidia.dali.pipeline import Pipeline\n",
    "import nvidia.dali.ops as ops            \n",
    "import nvidia.dali.types as types\n",
    "\n",
    "batch_size = 16"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Defining the data source\n",
    "In this example, we use an infinite iterator as a data source."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ExternalInputIterator(object):\n",
    "    def __init__(self, batch_size):\n",
    "        self.images_dir = \"../../data/images/\"\n",
    "        self.batch_size = batch_size\n",
    "        with open(self.images_dir + \"file_list.txt\", 'r') as f:\n",
    "            self.files = [line.rstrip() for line in f if line is not '']\n",
    "        shuffle(self.files)\n",
    "\n",
    "    def __iter__(self):\n",
    "        self.i = 0\n",
    "        self.n = len(self.files)\n",
    "        return self\n",
    "\n",
    "    def __next__(self):\n",
    "        batch = []\n",
    "        labels = []\n",
    "        for _ in range(self.batch_size):\n",
    "            jpeg_filename, label = self.files[self.i].split(' ')\n",
    "            f = open(self.images_dir + jpeg_filename, 'rb')\n",
    "            batch.append(np.frombuffer(f.read(), dtype = np.uint8))\n",
    "            labels.append(np.array([label], dtype = np.uint8))\n",
    "            self.i = (self.i + 1) % self.n\n",
    "        return (batch, labels)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Defining the pipeline\n",
    "\n",
    "The next step is to define the Pipeline.\n",
    "\n",
    "The `ExternalSource` operator accepts an iterable or a callable. If the source provides multiple outputs (e.g. images and labels), that number must also be specified as `num_outputs` argument.\n",
    "\n",
    "Internally, the pipeline will call `source` (if callable) or run `next(source)` (if iterable) whenever more data is needed to keep the pipeline running."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "eii = ExternalInputIterator(batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    " class ExternalSourcePipeline(Pipeline):                   \n",
    "    def __init__(self, batch_size, num_threads, device_id):\n",
    "        super(ExternalSourcePipeline, self).__init__(batch_size,\n",
    "                                      num_threads,\n",
    "                                      device_id,\n",
    "                                      seed=12)\n",
    "        \n",
    "        self.source = ops.ExternalSource(source = eii, num_outputs = 2)\n",
    "        self.decode = ops.ImageDecoder(device = \"mixed\", output_type = types.RGB)\n",
    "        self.enhance = ops.BrightnessContrast(device = \"gpu\", contrast = 2)\n",
    "\n",
    "    def define_graph(self):                                                                \n",
    "        jpegs, labels = self.source()\n",
    "        images = self.decode(jpegs)\n",
    "        output = self.enhance(images)\n",
    "        return (output, labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using the pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = ExternalSourcePipeline(batch_size=batch_size, num_threads=2, device_id = 0)\n",
    "pipe.build()                                                        \n",
    "pipe_out = pipe.run()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that labels are still on CPU and no as_cpu call is needed to show them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_cpu = pipe_out[0].as_cpu()\n",
    "labels_cpu = pipe_out[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(427, 640, 3)\n",
      "[1]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f038563dda0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import matplotlib.pyplot as plt\n",
    "img = batch_cpu.at(2)\n",
    "print(img.shape)\n",
    "print(labels_cpu.at(2))\n",
    "plt.axis('off')\n",
    "plt.imshow(img)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
